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Journal ArticleDOI

Green supply chain network design with stochastic demand and carbon price

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TLDR
A two-stage stochastic programming model to design a green supply chain in a carbon trading environment is presented and it is found that the supply chain configuration can be highly sensitive to the probability distribution of the carbon credit price.
Abstract
This paper presents a two-stage stochastic programming model to design a green supply chain in a carbon trading environment. The model solves a discrete location problem and determines the optimal material flows and the number of carbon credits/allowances traded. The study contributes to the existing literature by incorporating uncertainty in carbon price and product demand. The proposed model is applied to a real world case study and the numerical results are carefully analyzed and interpreted. We find that the supply chain configuration can be highly sensitive to the probability distribution of the carbon credit price. More importantly, we observe that carbon price and budget availability for supply chain reconfiguration can both have a positive but nonlinear relationship with greening of the supply chain.

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A review of Internet of Things (IoT) embedded sustainable supply chain for industry 4.0 requirements

TL;DR: In this article, a comprehensive study on various factors, that affects the sustainable supply chain were analyzed and the results recorded, based on the review, a framework for assessing the readiness of supply chain organization from various perspectives has been proposed to meet the requirements of the fourth Industrial Revolution.
Journal ArticleDOI

Sustainable design of a closed-loop location-routing-inventory supply chain network under mixed uncertainty

TL;DR: Considering economic, environmental and social impacts, a new sustainable closed-loop location-routing-inventory model under mixed uncertainty is presented in this paper, where the environmental impacts of CO2 emissions, fuel consumption, wasted energy and the social impacts of created job opportunities and economic development are considered.
Journal ArticleDOI

Marrying supply chain sustainability and resilience: A match made in heaven

TL;DR: In this paper, a multi-objective optimization model featuring a sustainability performance scoring method and a stochastic fuzzy goal programming approach is developed that can be used to perform a dynamic sustainability tradeoff analysis and design a resiliently sustainable supply chain.
Journal ArticleDOI

Multi-period planning of closed-loop supply chain with carbon policies under uncertainty

TL;DR: In this article, an optimization model for design and planning of a multi-period, multi-product closed-loop supply chain with carbon footprint consideration under two different uncertainties is proposed, where demand and returns uncertainties are considered by means of multiple scenarios and uncertainty of carbon emissions due to supply chain related activities are considered using robust optimization approach.
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The effect of governmental policies of carbon taxes and energy-saving subsidies on enterprise decisions in a two-echelon supply chain

TL;DR: In this paper, the authors examined how carbon taxes and energy-saving products subsidies affect enterprises' operational decisions, and proposed a carbon-cost-sharing contract to ensure the supply chain members cooperate and realise larger energy savings and emissions reductions.
References
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BookDOI

Introduction to Stochastic Programming

TL;DR: This textbook provides a first course in stochastic programming suitable for students with a basic knowledge of linear programming, elementary analysis, and probability to help students develop an intuition on how to model uncertainty into mathematical problems.
Journal ArticleDOI

Facility location and supply chain management - A review

TL;DR: Basic features that facility location models must capture to support decision-making involved in strategic supply chain planning are identified and applications ranging across various industries are presented.
Journal ArticleDOI

Introduction to Stochastic Programming

TL;DR: In this paper, an introduction to stochastic programming is presented, which is based on the idea of Stochastic Programming (SPP) and is used in our work.
Journal ArticleDOI

Green supply chain management: A review and bibliometric analysis

TL;DR: A thorough bibliometric and network analysis of the emergent field of green supply chain management provides insights not previously fully grasped or evaluated by other reviews on this topic.
Journal ArticleDOI

A stochastic programming approach for supply chain network design under uncertainty

TL;DR: This paper proposes a stochastic programming model and solution algorithm for solving supply chain network design problems of a realistic scale and integrates a recently proposed sampling strategy, the sample average approximation scheme, with an accelerated Benders decomposition algorithm to quickly compute high quality solutions.
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